A practical comparison of GitLab CI, GitHub Actions and Jenkins that skips the feature table. What actually decides the choice is where your code lives, whether the runner can reach the deploy target, and who owns the control plane at 2am. Includes the cost mechanics, the security failure modes, and a decision procedure you can run in an afternoon.
Hand-built client servers fail quietly: you only find out they were never reproducible on the day you need to rebuild one. Here is how to automate server provisioning for new clients using cloud-init for first boot, Ansible for convergence, per-client secrets and a verification gate that refuses to hand over a half-built box.
Encrypting a Secret before you commit it only closes one of the five places that value comes to rest. Here is how to keep Kubernetes secrets out of Git properly: Sealed Secrets, SOPS and External Secrets compared honestly, the key-backup problem nobody plans for, and what to actually do when a credential is already in your history.